{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Chris Holden (ceholden@gmail.com) - https://github.com/ceholden\n",
    "\n",
    "Chapter 3: Plotting and visualizing your data with `matplotlib`\n",
    "==============================================================="
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "[matplotlib](http://matplotlib.org/) is a very powerful plotting library for making amazing visualizations for publications, personal use, or even web and desktop applications. `matplotlib` can create almost any two dimensional visualization you can think of, including histograms, scatter plots, bivariate plots, and image displays. For some inspiration, check out the `matplotlib` [example gallery](http://matplotlib.org/gallery.html) which includes the source code required to generate each example.\n",
    "\n",
    "A great resource for learning `matplotlib` is available from [J.R. Johansson](https://github.com/jrjohansson/scientific-python-lectures).\n",
    "\n",
    "## matplotlib API - state-machine versus object-oriented\n",
    "One part of `matplotlib` that may be initially confusing is that `matplotlib` contains two main methods of making plots - the object-oriented method, and the state-machine method. \n",
    "\n",
    "While the library can be either used in an object-oriented manner (i.e., you create an object representing the figure, then the figure can spawn objects representing the axes, etc.), the most familiar usage of `matplotlib` for MATLAB users is the [`pyplot`](http://matplotlib.org/api/pyplot_api.html) state-machine environment:\n",
    "\n",
    "from the [matplotlib usage FAQ](http://matplotlib.org/faq/usage_faq.html):\n",
    "\n",
    "    Pyplot’s state-machine environment behaves similarly to MATLAB and should be most familiar to users with MATLAB experience.\n",
    "    \n",
    "A very good overview of the difference between the two usages is provided by [Jake Vanderplas](http://jakevdp.github.io/mpl_tutorial/index.html). Specifically,\n",
    "\n",
    "+ [Pyplot state-machine](http://jakevdp.github.io/mpl_tutorial/tutorial_pages/tut1.html)\n",
    "+ [Object-oriented](http://jakevdp.github.io/mpl_tutorial/tutorial_pages/tut2.html)\n",
    "\n",
    "In general, you should only use the `Pyplot` state-machine environment when plotting data interactively or when developing visualizations for your data. The object-oriented API, while more complicated, is a much more powerful way of creating plots and should be used when developing more complicated visualizations.\n",
    "\n",
    "As this is a brief introduction to `matplotlib`, we will be using the `Pyplot` state-machine method for creating visualizations."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Image display\n",
    "\n",
    "We will begin by reading our example image into a NumPy memory array as shown in [Chapter 3](chapter_3_indices.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# Import the Python 3 print function\n",
    "from __future__ import print_function\n",
    "\n",
    "# Import the \"gdal\" and \"gdal_array\" submodules from within the \"osgeo\" module\n",
    "from osgeo import gdal\n",
    "from osgeo import gdal_array\n",
    "\n",
    "# Import the NumPy module\n",
    "import numpy as np\n",
    "\n",
    "# Open a GDAL dataset\n",
    "dataset = gdal.Open('../../example/LE70220491999322EDC01_stack.gtif', gdal.GA_ReadOnly)\n",
    "\n",
    "# Allocate our array using the first band's datatype\n",
    "image_datatype = dataset.GetRasterBand(1).DataType\n",
    "\n",
    "image = np.zeros((dataset.RasterYSize, dataset.RasterXSize, dataset.RasterCount),\n",
    "                 dtype=gdal_array.GDALTypeCodeToNumericTypeCode(image_datatype))\n",
    "\n",
    "# Loop over all bands in dataset\n",
    "for b in range(dataset.RasterCount):\n",
    "    # Remember, GDAL index is on 1, but Python is on 0 -- so we add 1 for our GDAL calls\n",
    "    band = dataset.GetRasterBand(b + 1)\n",
    "    \n",
    "    # Read in the band's data into the third dimension of our array\n",
    "    image[:, :, b] = band.ReadAsArray()\n",
    "\n",
    "ndvi = (image[:, :, 3] - image[:, :, 2]) / \\\n",
    "        (image[:, :, 3] + image[:, :, 2]).astype(np.float64)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With the data read in and NDVI calculated, let's make some plots.\n",
    "\n",
    "## Basic plotting\n",
    "First thing to do is to import `matplotlib` into our namespace. I will be using a special feature of the IPython utility which allows me to \"inline\" `matplotlib` figures by entering the `%matplotlib inline` command. You might also want to try the `nbagg` backend designed specifically for Jupyter notebooks as this backend allows you to interact (pan, zoom, etc) with the plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With `matplotlib` imported, we can summon up a figure and make our first [plot](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.plot):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f28b1a056a0>]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28b3dc8940>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Array of 0 - 9\n",
    "x = np.arange(10)\n",
    "# 10 random numbers, between 0 and 10\n",
    "y = np.random.randint(0, 10, size=10)\n",
    "\n",
    "# plot them as lines\n",
    "plt.plot(x, y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f28b14ab898>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RpwD/DVwG/Bi4D7g6Mx/djJCSpMPru0admc9HxN8At9NdKvmsJS1Jx07fGbUkqV5H/WJi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\nopakwlnUklQ4i1qSCmdRS1Lh/h8p9VZQdYoqcAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28e014dc18>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot them as just points -- specify \"ls\" (\"linestyle\") as a null string\n",
    "plt.plot(x, y, 'ro', ls='')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting 2D arrays\n",
    "\n",
    "One typical thing that we might want to do would be to plot one band against another. In order to do this, we will need to transform, or `flatten`, our 2 dimensional arrays of each band's values into 1 dimensional arrays:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Array shape before: (250, 250) (size is 62500)\n",
      "Array shape after: (62500,) (size is 62500)\n"
     ]
    }
   ],
   "source": [
    "print('Array shape before: {shp} (size is {sz})'.format(shp=image[:, :, 3].shape, sz=image[:, :, 3].size))\n",
    "\n",
    "red = np.ndarray.flatten(image[:, :, 2])\n",
    "nir = np.ndarray.flatten(image[:, :, 3])\n",
    "\n",
    "print('Array shape after: {shp} (size is {sz})'.format(shp=nir.shape, sz=nir.size))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We have retained the number of entries in each of these raster bands, but we have flattened them from 2 dimensions into 1.\n",
    "\n",
    "Now we can plot them. Since we just want points, we can use `scatter` for a [scatterplot](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.scatter). Since there are no lines in a scatterplot, it has a slightly different syntax."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f28b1483470>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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uq3fHmoK99hqdVY3jtBqDg/A//yfsuiucf37t0QXGE5s3m6d9qcVWR4cJHIhX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\nx3EcJ1VcsDiO4zip4oLFcRzHSZX/H/2unQ70/SzjAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28b1506400>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make the plot\n",
    "plt.scatter(red, nir, color='r', marker='o')\n",
    "\n",
    "# Add some axis labels\n",
    "plt.xlabel('Red Reflectance')\n",
    "plt.ylabel('NIR label')\n",
    "\n",
    "# Add a title\n",
    "plt.title('Tasseled Cap, eh?')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we wanted the two axes to have the same limits, we can calculate the limits and apply them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7f28b13ed860>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RLJRUkJ6ekAY87jAeaQ0N8Oij8J3vDHzv8MPDjb6YpiZoboYf/AB+/3tYujQ8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\nrkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28b147a978>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Make the plot\n",
    "plt.scatter(red, nir, color='r', marker='o')\n",
    "\n",
    "# Calculate min and max\n",
    "plot_min = min(red.min(), nir.min())\n",
    "plot_max = max(red.max(), nir.max())\n",
    "\n",
    "plt.xlim((plot_min, plot_max))\n",
    "plt.ylim((plot_min, plot_max))\n",
    "\n",
    "# Add some axis labels\n",
    "plt.xlabel('Red Reflectance')\n",
    "plt.ylabel('NIR label')\n",
    "\n",
    "# Add a title\n",
    "plt.title('Tasseled Cap, eh?')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting 2D arrays - images\n",
    "\n",
    "With so much data available to look at, it can be hard to understand what is going on with the mess of points shown above. Luckily our datasets aren't just a mess of points - they have a spatial structure.\n",
    "\n",
    "To show the spatial structure of our images, we could make an image plot of one of our bands using `imshow` to [display an image on the axes](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.imshow):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f28b136c0f0>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EypraShM79nW3rNp0aNZac8v8zonuQkajlsqEi3a97Ukb1ia8yrlJqievJ+9U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sgoxLpBhLec51hnkWlpx13HD7wM2hFxPUkZB4koddddPEmFhKuDkb1Ml1Gq2xAVy1GIWnUU1aJG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lKpJCMMMVBx0LGoIa3haUoUGOexSPPMt8yFiceju/MAw1MpxrkrrlIJxnlrcIt3h59RjUUI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\n2+gmji666OK28X9of5xbS+kneQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28b147ac50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use \"imshow\" for an image -- nir at first\n",
    "plt.imshow(image[:, :, 3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Well, it looks like there is something going on - maybe a river in the center and some bright vegetation to the bottom left of the image. What's lacking is any knowledge of what the colors mean.\n",
    "\n",
    "Luckily, `matplotlib` can provide us a [colorbar](http://matplotlib.org/api/pyplot_api.html#matplotlib.pyplot.colorbar)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f28b02a8c88>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4wWse1kqlW4mSIUmkpxrXB13XVrFtcaJ9XbBj0baL3nJoxpItD3ttQgLuKbnh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SBPWj5PShfNcOgohh90Yxg+dLWHxJONs0HSLmKrOovqHI+ZIerVyJXz0ALPga4l8BSPoGhh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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28b13c5438>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use \"imshow\" for an image -- nir at first\n",
    "plt.imshow(image[:, :, 3])\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we want a greyscale image, we can manually specify a [colormap](http://matplotlib.org/api/colors_api.html#matplotlib.colors.Colormap):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x7f28b017cb70>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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xcVEWoc1mE4+ExoJJc3o0TELSmyfNQ26VlA9LdhmKDw8Pi7FYXl5GsVhEIpFY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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28b02bb9e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# use \"imshow\" for an image -- nir in first subplot, red in second\n",
    "plt.subplot(121)\n",
    "plt.imshow(image[:, :, 3], cmap=plt.cm.Greys)\n",
    "plt.colorbar()\n",
    "\n",
    "# Now red band in the second subplot (indicated by last of the 3 numbers)\n",
    "plt.subplot(122)\n",
    "plt.imshow(image[:, :, 2], cmap=plt.cm.Greys)\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting 3D arrays - multispectral images\n",
    "\n",
    "Greyscale images are nice, but the most information we can receive comes from looking at the interplay among different bands. To accomplish this, we can map different spectral bands to the Red, Green, and Blue channels on our monitors.\n",
    "\n",
    "Before we can do this, the `matplotlib` `imshow` help tells us that we need to [normalize](http://en.wikipedia.org/wiki/Normalization_%28image_processing%29) our bands into a 0 - 1 range. To do so, we will perform a simple linear scale fitting 0 reflectance to 0 and 80% reflectance to 1, clipping anything larger or smaller.\n",
    "\n",
    "    Remember:\n",
    "\n",
    "    If we are going from a Int16 datatype (e.g., reflectance scaled by 10,000x) to a decimal between 0 and 1, we will need to use a Float!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.image.AxesImage at 0x7f28b0108940>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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P9BLMMhwOe4ihaZoe5wV6aOj999/nzTff5MMPP+TevXu8+uqrGGP4+Z//eaqq6jHkra2t\nHioYDAY95FGWJUVR9NeaYJ+f/dmfpaoqNpsNs9msd5qqSlEUfda+Xq+pqorBYEBVVXzmM5/pA0Ny\nsN575vM5dV1zcnLCYDBgNBrhve8x9clkwmAwIM9zPvGJT3B6eopzjhACs9mMGCOPHz/uM/eUyaf7\nK4qCN998k9Fo1F/neDxmPB5TVVUfVNKaV1WF993eSMExHZ94F+gqh9ls1nMsItIHE4DT01N+5Vd+\nhe9973s8ffqUnZ0dptMpi8WiD6ir1YoQQv8803UA7O7u9vi+iBBjJITQZ/jWWtq27YOXqrLZbBgM\nBh/J/nyhjj/LlSqCHUM1ahlKifjI+rgiu5ODV2LeUnlL2VqMcxSjgFqFCE0T0cxgTZflxypSGiEi\nxLVw5Za40rE5s8xnS9otTyuRctNVDMEri2Wg3UTK7Zygka0ih1ZZxg05OWqhtZFMFI1Qjxq2akut\nsPYRK0KdKWqUPEDbQhsjrQnUISDeMNGMbJhRGmFF7DD2EBhlBT4q0UQCQhGVYAzzIpAbYdIKmVcU\nxRNpjGeReWKrzEJGYyLjTBlEZa2ex61ljaXIPBsiQ+nIqWodCYWiRhhEoZbAInrOtWWcCVu+ABM7\n3qNRnLUYEYiQRYsz3YffiuADNEARlYgyMJalBGrTUothEnJCFqkk0FhDQWRQZlwsKtyucmUWRAdN\naIliuwqrUlabSKxgVoNmyvSOsL3JaBVKY1nlnoW2FGPLeh2IQ+3gL7H4OuIKMF4JU3AqDNyLzfhT\npuycYzKZcHl5ibWWPM/7Uj45m/Pzc1arFYeHh33GnZy+956maf6zbPznfu7neOedd7i8vOQrX/kK\nt27dYjwes9lssNb2GSh0OH/CxofDIePxuCdpi6Kgrmu2traw1nJxcdFzCnVdMx6PCSE8Rzju7e0x\nmUw4OjqiqiqWyyVZlqGqNE2DtZanT5+ytbXVO6uqqrh79y4HBwesVqs+IBRFwXQ65datWxwcHOCc\nY7lcMplMuLi4oCxLbt26xdOnT8nznN3dXc7Pz3titixL8jzn8vKS7e3tHlvPsoyHDx/y+PFjptNp\nDxOt12smkwnL5ZI8z7vPx3VASZYC8mg0Ym9vj9lsxqNHnXhrf3+/h57u37/PZDJhs9nw+c9/HhHh\n4OCgh6GSUwf6QJ9lWQ87pax/Npv1zyhVfOv1+jlydzqdPlcB/qT2Qh0/qpQ5tF6RtUVbz1or/H5A\nqwYbIQ47hYiuILYCasB22bXJwbfa0WxR0RYYOMwaGg0Mhha7clSbQLHJqcdKWwUya0CVeeWpfCTP\nDFY7MjRTgzcRDRBMC14QI5jckq1hNY1MThyZMbRj4ayqyTqWmk2jBLQjUj1oEIZZjgrse8eVUZoY\nrstRB8ZQhA6uCAJNUBbFGq8QGhgFy0nZYiyE6DnWDVWtGKO0GjEYVIUMYdcJC9uyouVqbShcRrCC\nV6WKAcGiKOu2pSXiXSDmkRZDHQPedSRv0cBUHbUExESyaLHBEE1XiitQKIiBCGSZMAnCZQxkGsnF\nMgwOiZCJIRjYmQz54OkVziyptEFMZJMZChwDsZgysj802MLgl8qgMdi2U0eNRPAIE8kYOXcNB3rq\ngceqwRMwuaBOoYSs7PgfN3zxjj856+SMt7e3e8WJqrK1tdVXBVVV9RmgMaZ32kCP7SaFye7uLlVV\n9Rnr+fk5d+/e7RUniaR9lhhOGWWe54QQ2N3d7bPLFBDKsuTBgweoKru7u312npzOYDCgrmvquma1\nWnFxccFgMOD4+Jg7d+7015yqgePjY8qyBDroJEE4qsre3h5FUeCc49VXX2V3dxdV5eDggMlkwtnZ\nWQ9vbW1t8fLLL/Po0SMePnyIcw7vfY//i0gPRY1Goz77T0FuMplgreX8/JzRaNRXD1dXV2xvb/fr\nkJ5FwttDCAwGA4qiYDab9ZxJgoZWqxX7+/t885vf5PDw8DnuJJHp6XeJ41mtVjRNQ13XPcG+2Wyo\n65rBYNATyuk5JigtVQqp8vtJ7YU2cMXg0SYSAbcU3FoAj9lXdByoTMCPhaUPnJYrjrM1D5s1FQEn\nEGvBBkGucXRTQJCIhsggd8yuRuAN1nflPwhuYPBZQFHaJ0IISlkYyuBQoA4BvZZkZmJwucE4QVpD\nPVDMQDBTYctksBQ2NjCzBY2PZAJjHJOYs2Vzbk8mbJcDcudYZsJaAqGNiAPNDCowNI5bIWdscq5M\nw7ryVCtPUyveSwfvaMtV07BuOn4hRGVgDPsuY2QsAaVpIqexprYVozLQEnjSwrlC5izBdpVD23lk\nyCB3hhkZfhBZlg2NCzSZ4lUxRrAGrBP2nKO1io8dFBRMt87BKI2C7+gFahvZ2A76KrAQlNBGbO6R\nJsPKFFzsCPmh4HMl2IBYwc0EnSj2rhJnioSOhFsZj2ikaQKhBfVKEYVJXVA1gZX3ND7iNRJypXax\n4yhe8HdJDwYDrLWICOv1muVyyWg0Ymtri62tLba3t8nznOl0yle+8hW+9KUvcffuXQaDATHG3sEm\n/DhJGbMs4+rqir/+67/us/+kkknnTQ4lYeqbzYY8z3uHWdc1TdPQti0hhB56SaqTxWLRK2M2mw1F\nUXB1dcXZ2Rmnp6c8fvyYf/7nf+b09LSXRg6Hwx6GSE7z6OiI09NTqqrijTfewDnXZ9npnDs7O322\nnSCepml6GaqIsLu7yxtvvMHP/MzP9AErka4JVknKHhFBVbm4uADgzp07TKfTnhtIwTHJOHd2diiK\n4jkna63tA7f3vpeQlmXJZrNhtVrRti27u7t8+OGHfOtb3+rXWlV7xdGzgWQ8HvdrnJKAVP0lRVHb\ntjx58gRjDIPBoJd3ptcBfQD4Se2FZvziBG2UrOqIDXIgUzQLUFui8biNJbOGeR4ZXBkywGUQg2JR\nrDpCjPgYKUcGbTofP1QhhogYUGMY1SX1eUNjPHUJ/lTZEJhMDBNnkQxsMDhrACGqdt7MdZmtlwAD\nRQXqPDD3DQNn2M1ynjYVkyYnxMhGIs5aBnlObiw2CD5YGhsYTHIYQ14ITiALglaBsgY/bGhtxIlB\nFQbqiBEaA6rCQjwxgitgK8t4pRnyuK1ZSQOq5FhmWFwFziq+bEEi9cawaRyZUazzWCOsTRdUrQqN\nBlbRE31HzjoxqOsknV6hjQEfuqCRRaHJQY1iTUeriIDBMnEWRDkvWjQoW62lAYzC2gSCZJgK8qGj\nzSKFs4w3jkfeU3nPuDBI1p1HMqg77h7nDURBsy6g+9gFHWcDexQsgbqItF6pV5FMO4VXaF/cvk6W\n4JqmaXp5ZlmWfRBIePtgMOD8/LxX/2RZRgiBxWJBnufP4bpJm58cvPeet956i7t373Lnzp0e0tja\n2uqVLiEElstln0EnBU+CIWazGYPBAOccW1tbfaVirWVvb4/333+/VwoZY7i4uKCqqt5Bpwx6Op2S\n53kfNAaDAcPhkE984hO9Y/Tec3R01Du9wWDQZ7cA9+/fp6qqXqueyOCjoyOurq44PDzk9ddf54MP\nPuDo6IgHDx5w+/Zttra2+sw83WPK5pM6KQWWRBInR53OXZZlv0bQQWSJqN7f3+fll1/mvffew1rb\nVwN5nvc9CKkievr0Kbdu3eoDyrPkbdoXV1dXPaGfYKuULJyeniIifeWSOKBEXn8U9mKhniGQKfWV\n4g4jofCU9QhXxw4/9jlGPZJHhgOHj5FBNNR7ikcxR4ZQCflGKJwjTpUqRqINBJtRDxpiYzGZoWgz\n8mVOLGuqpRIamN0ylIXFoNRZR/iICJjYSUQdaFSMKCZkaPBAJNaW1ge0FcQJcQDZxjKMGWprKgJV\n8GQ2kFmHw6K+pfUeFU+IhoGxZMDGey7zhoU0qHSZ9jBYiuCos0Awil5nIyZTWu3krKfBkxkLUckz\nQ1EbTNs1OQUDLnbKHZcrrQssG4NGixaCsoFSqTeRFsUbcFFwKuQYoggqnghUNiAKjQRUHLkKotfr\nEgRzvWaFQGkFp8pZG1iYwH7MWEtkES2jQUFsanbrIZsyMGkGaGjQhcVvtRAhtt17mVwxFpqN4jIw\nXsiiJQw6bkYEtLG0MVJmrlMCNZFqE2kHCkEosxe3rYE+C40xMhqNmM1mPHz4kLquWa/XnJ6e9gTr\nZrNhOp3ive/JzrOzsz5zreua6XTa49mr1Yo33niDH/zgB9R1zePHj3n8+DG3bt2iaRrG4zHQwUdl\nWTIajXo1UZ7nPWmYSMUkf4QuSEwmE+bzOVmWEWPk/PycxWLBnTt32Nra6pvLUtY9Ho8ZDAZMp1Mu\nLy9p27bH4z//+c/3cE+MkZOTk16emDDtZwnv1PuQCObNZsPZ2RnD4bB3wqraK2zOzs64uLigbdse\n7kkkbHL03ns2mw1VVbG1tdX/fW9vj+Fw2JO9m82mz8CrquqVNen3k8mE2WzG/fv3+3WLMTKfz/mn\nf/onXnrpJR48eNCT3KnKSMElVYBpf6zXa0IIZFnWE+2J7E9wUcL8U6D/qOzFZvxtjm9bBntDTOsI\ngwjTHFMpcqDIeUUz9lALs8WAetRSS4BSug7ZwmILA7tCFVt83WG82hgq35I5i3pDmVlaWoILNDZQ\nL2BnVzHG4qIhWkW8osbgUbK6Uwa1me9giCigEdNAC7jaEFVZmga/UkyhxBAYWIejpPaec/GcbJbs\n5iMswrmvaSpPHWtMlVFLYGxzWoUq77LkMhpQcNFRW0/lIs4oa+8pghC94ArLKGQIwkgFjYKLihHB\nGVAHGLiQQGYthE4ZZEqDR8h9Qen2qLNLnrZr1ChDbyhai1NHlUca9SxNg8nBKQxWFhTKTFiYCAh5\nK+QBGgvWBjAWImwHx9JGDJGGrj8jqmd7OkCaQEGBbxrILIgwKRxhEnHeoMtIm4MKHWw3V5Y+UA4t\nZSPETQQHmbV4iZhM0WHH8YwvHXlUVjFQh0jIXyzGf35+znA4ZD6fc3l52WfFSbkxHA45PDykaRoe\nPHjA3t7ec1BJ0t3v7e0xGo16p7der5lOp71jAHqy1TlHXdfkef4cZwD0jic5ltFo1Dc0FUVBCIG2\nbVmtVsxmM/b29nrsO8uyXgJ6584dXn75ZSaTCT/84Q+5desWh4eHDAYDdnd3e8VNCKEnWdO9XF5e\nUlUVr7zyClmW9Rh80zQURcHFxQWLxYK2bZnP53jve3VTIryTGmg+n3N4eMj+/j7OOR4+fMif/umf\n8oUvfIGvfvWrPWm9Xq/7TuGiKHjttdcYDAb99SRoKwWKtG4iwtbWFuv1GmNML8NMQcN73/MJR0dH\nPHz4sIePZrMZi8Wil14+C6U926RXliVVVfVBb7Vakec5RVH0XdWnp6cYY9jZ2XkucPyk9mIz/lbR\ntUVKRbKImxtkGiFIl/1KxBhBmozRaot8sCLMlrQOzJKuWWjsEKM4ayjyjqDFReIxxFEkSqeJ6bSW\n2o1iiGAbRz5QWq9kpst6lYhGoQpgaii8wY8iHjBlxETFRMEhLGwgRsiDwEowwbDxnsy5DvrwhpWN\nHDdLpiZnNLZo1VJrN/chOEWswUuFjxHxQqTrwooobdY9nfZasZNdj0eYNZaRdnJWiYYCiKZrgwhR\nu0zcQOsiC9cywEJhKASCeuZ5S+lr3HnB9ljZxO69t+ucZe5ZZQJtwKIEA9IKq7IllsoG8LZr7DKN\nMFwYxEbEdOSqBFj6yFaTcUXAmcgwGHxdsVdmPDoTtm9bjO/IagwUObQbC1awCNhIM4qEvW6DxytB\nMs/aQO67hjvbQC4Gsd0+sQiFNWxMS1CY4tjUH1129N9qSRqY4J3k0FPmrqocHx/zZ3/2Z3z961/n\nM5/5DMaYXpOeoKDUdJQcdoKKrLXMZjOOjo4oy7KHgdK/n8WDi6LoO0KTCifBOwlCeLZZK2XbTdMA\n9IHr6dOnHB0d8corr/C1r32NJ0+e9LAH0JPHqfPWWtsTzCngJQw98QJJZnlycsJqteoJ0CQhTbCT\nqjIYDLh9+3avzNlsNhhjePPNN3nppZd4+PAhP/rRj7h9+3av7HHOsb293TdiJced5KSpzyFVQxcX\nF32wTWuT4JmyLNnZ2eHo6IjRaERZlvzoRz/i+PiY/f19ZrMZzrk+8AD9dSenniqA1OyWKpzUDZ2I\nYe89y+W0euswAAAgAElEQVSSvb09vPd9X8BHYS/U8c8vA1s+w6wCIQZCpuSmwbYZmndkXfSQB0se\nLV6AwiAt6DLictelhyJINEgj+BgQB7YQzMrSmsiqjVSxZV23LFdQOsPUOTQqQSMqBo2RGJWqAu+V\n1jXMxFx3uBooFFMJUWI30qERBEEiNChXeIbGESQyNJYiCIO1Miy7kpraMMuGyGpNRBnmlo1U1MHT\noAwMGCJgaZ3SZhHTFQAMVFirsiUZM5914yREGOJoCNgQwEo3cgHBt7FT1EgkXpOdbRQKI6gEFtma\n0rdoaxn5ATOGMPCYbE27sZTSkjtDI13gbLNI65RSIt4IGhSyiI48I+tQAyKKkY4ILxHyYFlIS64F\nJkbc0NI+hCwbEPKIFJYYDBQbqjpSZgbMdWOeESgjOjTUa6U14DUimWKtkEXBibDXllAFstCN9Bj7\nTnI7yMwLx/iTpDF94BOUc3Fx0Tu8RMImx5hIT+iyxPSTxgWMRiMGg0E/CmE2m/VBZTAY9BLAi4uL\nXtWToISESzvnODw87J1aajZK8E+qAp4lhHd3dzk5Oemvd7VacX5+zqc+9SlOT0/7DtjXXnuNuq6J\nMfLaa6/1FUNZlv29pEoiZbnpnh89etSvxXw+B+g7X5MWP1U0KTNOUtME57z22mu8/PLLHB0dcXx8\nzNtvv433nl/4hV/ggw8+YGdnp+dbEsmbsv+qqvrgdPfu3eeCXpKoiggXFxfs7u728tIE77z33nvP\nkfP37t17rjHtWYgnKXwSn5Oa4hLJ++677/YjMhIBnxRgKZj8pPZCHX9hDNYLrhFoAnoQwXraypNX\nlnYUwSuzq4KycZxlLVJDPrfgQZ0QjWKsopXia0U6BKHD7CvYSKBRx6OwYk1DFmF40OHG1IpcGuJY\nONtEvESqjSGbQmYEtgTJFYcianGhw7e9aKfFj8KalvZScWJwY4NXWBJgLyfHUDaCWQt5iIzXGSdT\nw7xe01rPRjyqQm4F6FQ+0XSVidjr+T8WJDPkUZlUjtJYBtaQi6UKkSq0GBVsVFCuu20NubGstKVu\nFWsVa4R4nTlNg3BFoGpacu8xCK9PD9hp7jDcsjzQRzRhSUuDaCQMrkdq1J1TNhlgDWoCFZ4sGgp1\nncJHu8Oi7UjX89BSCAxswJUFk82AarrG1YaWiKjFimKFTsljuh4NMDABWyvhCgoRWlWCgmrX9zBQ\ng2stKxPJQjeWYiCWHGGHFwv1JDVNylZTlp8yweRw/uVf/oXFYsHu7i5t2z7XwJTw6uT0EkE4mUx6\nR/f+++/zpS99qc8ex+NxL/Ncr9d9N+pkMukdZoIdkmMOIfD48eOeDF2v1z0peXV11WPRqTM1KUyO\njo5o25YPPviAs7MziqJgZ2eHT33qUz3JnCoJYwzT6bSHOpLzTyMdTk5OesWMqnJ4eNivQ6oiUkNW\nIkXTGqYmqwStvPbaa6zXaxaLBX/xF3/BX/3VX/H06VN+7/d+j1dffZXxeNwPoksOOTVXJVgmBecU\nhFKWnkj6w8NDoCPG27blvffe45d+6Zd6aWwaUZGCSepzSOuantOzEt70jNPwvtls1jf0pXtcLpcf\nyf58oY4/5JFqz+OabvoiOagXcmMoNjl+tKHYZJSX22QhQ4LA2uCi4JtO/aEaqXwHV/gAkguZsRQj\nC2swGGyb0Uwq/KQhrCyVCBcDjyvgstWu23ekFNbgxtB6WJ7CcKCUw04llNfC2gYK32W8CyLDKDQh\n0ooydRmiHVzREqnHkeW2RcSSraA4jYSlxzhhYHOW1qOtIXdd9i6hU6tEOo2tUTrC83q8ggbwVrHW\nEIBWlKU0GOmybRRq3w1qKzLHOFjOjVANPA5B206kGvBgIY+wMRFLAG34cHXGjn6C2zs7vK4ZH1x9\niORzCgerqDylwqiw7S2Vj9cT9oTolLUEcgNeLG2ItFY6Ej5GNqUnlpGXQqBwjmZToIXhrL4gtwa1\nysgYosZuVlLK+gOEQKekujAdd+FB6AKDQ2g00mA4rhucEaJ2YyVMY8g+Iiz0v9XKsuTevXt9xp6c\nWNu2PH78mE9/+tPcv3+fP//zP+8ndyY8PkkIk9IjwRBpJk3Ska/Xa+7fv8/v/M7v9Cqe1GAF9ARt\nwvBTN2viCZKz22w27O/v91h8mnyZzplI3DzPGY1GbG9v99LIzWbDeDzus/7k3BOZnBqT0v0A/VTK\nlA0/G4RSw1ua6fPsa1SVq6srrq6u+lEPz0o4U4esc47RaMSdO3f42te+xoMHDzg7O+MP//AP+cY3\nvsFv//Zv9+T2yy+/3DvbZ8ndFKTTdM0UdNOIjTQhdGdnBxHh/fff5+HDh/zar/1aXz0kp53uM91D\nOncKBs/eZyLk27bt33s8HvdQT+J1flJ7seTuFHQb4vXUx4ilFWG0zPE+4K8ss7MZrsmRIiDLDG63\nUCkmU4KNeNfpvE00OOnkhy64bu7MnrBVWOb3LYwUr0K0SlvDxisOSznsJIPDKLQE4qhzotHD6Tkc\nltcBJgA5rLPAWAXvlcVaqYKioizqTvEzdgUmFzABbwUpIA4N7X5Gu1Zmj4WmBSpP4QxltISgtEZB\nrlUyqmQCS+NRBRsgDoUGT1VnDNRSq6fRSCGdCsf7wKINjNViIihCaQ1rD7UoxM7Je6M0LdRtZDiy\nvLwZdpp7a8h0zsm8pSob1r5FtCBqgw2RiXXMnOWqDR0RayM2dNfuTeTSRYwJFCJEcd2At8ZQ5YE4\niHBWs1OOuFp5pDS005aizjEKxgk2CpGISqdMIleyDLwKwSo+CioC2lUH4+iw1qBBKRBWMRLd9XiN\npSH/L+68j98SFvtsE1fTNLz77rvMZjPm8znf+ta3ePDgAYeHh5ycnLC/v987+dTlm+a6pN+n7DuN\nTzg5OenVQwnOSZhxIhvn8zlbW1u9iiZVIynTDCEwnU57eCepfZLUcDabAd3snASRPEtQTiYTptMp\njx8/Zrlc9h27qWpJPEWMkeFwSFEUfcaf5KovvfQS7777bj80Lo0tSPh4kreGEPpRCKlyeRb3ThXS\nj3/84x4yeeONNxiNRqgq9+7d4x/+4R/47Gc/2/dErNfr56CyBK/Udc1kMmF/f79v+ErPY29vr9fr\nA9R1zfn5OXt7e31nbgqAqUKC/xvygS7gJWjs2cCSVFFt2/aQXWog+3eh48+HFqkUmm6ejBgwzpFX\nOYtQMQ4Fo2qEM546BkQVrSLOZ/gsEPNuwFu0QqiV3BpEIDadztwHoRGlmAR0YxnnOX4Dw5Bhr7X0\njSiFdGMfGtviYzcGotiD/EoxrZJ5S7CR1kWiV5aZR2phgmVoMvCdymiEpTRCUKEygkgAMQhKJFIN\nhOpVZfShcLAp2KjSElDTDUxDhUg35liXgbqNndPTyKgwaOwGm0mMRIQBHbFNhNU6ogacNbRyrYW3\nAY2AKt4pq6wBFdoguBK2qwyiwWSWyrcsw5ylu6AIOUTDPNSYgSe2hraCSj1Whdx0c5IK7WbmDLBs\n2sgm+k7lYwJGLGVtaI0ylIyRLVmUAy43c7btmKI+o/aetgyMjOmgN9PNku4mY1u0iZ2aSi0xdKQ1\n2iUJU52wE3eQqIy14Ym74MqsaSNUJlL6F6tbeBarT5K+1WrFhx9+iLWWo6Mj3nnnnZ4QTFlh6iZN\n+HVy6M/qzZ8lidMo5qRGefz4MaPRqMeQkzNPDurZwBJC4Orqqoc+YowcHh5yenpK0zT88Ic/ZLPZ\n9E1fCV/f3t7uM2OgbzBzznF6esrl5SWj0aiXVyZ8P33XQAoo6Zwp+CRSOaltElSSKp3k5FNHbLqf\nNI8oZc/L5bKf4++950tf+hL/4T/8BzabDY8fP2ZnZ6eflbNer/uKKFVRiRtJsFfK+hOhnuStafBe\nGnnxj//4j/3o6el0CnQBIY2vfnYeT3o2z47iqOuav/mbv+Fb3/oW0Km1fv3Xf50vfvGLfcWWRkf8\npPZiPx3XqhFEkWCgBQ0RicqsHjBZbXcjGiRi1eMzT5ZbpO7mzhAFbOcvjDEYNd2/raDXXa9GI7oV\noBJGM0c7F5pjx3QC2ZbQSsBHwTtFDNTiCZUFp+QOQgatBILtxjF0jjMwiBmKYZAZiswivlPjhNhl\n7nYZ8APBKsSiU+TEoLCOZBulEIupIstCuqZiA+q0O1cIbCqP953yJ3eGQixD38FJKnSvv25mijFi\nrDAUi5RgMkHo5uwgvuMLDDQ1mAgSoGgtI5NTljnLxuO1RW0nW20ITM2AQMalaVHnKeuSAkud1YTY\nYVA1HXeAQm4tQtcQllfdbH/BMFLD7eUM12RsZYajs4ZBJTR5JMeQF2AawQSw0TD2UDVKsN3Y7Xxl\nOoURQtsVJpggjOqcQi2SOUKwDKXBxwbbKLUqR9q80K39rKNODjJle2+99RZ/+Zd/2Tv76XTK9vZ2\nf1yChJJTaNu2V7mkH2MM4/GYz372s72z+dGPfsT3v/997t69+1wDUcq6E2SQriVlkql6SFXGfD7v\nvysgzbR5lgRODVFJYpqCU3LS8/n8uQCTuIrxeNyrep5dl7Ozs57ITJj/s196knD/dM1J9ZMy/fS3\npK3/4IMPmM/nrFYrPv3pT/eZ+927d/uxCWko3qNHj3j77bd5/fXX+wCWqo000G0+n/d6/xSo1us1\n3//+93n77bd7Ejfp9hOB/KycM43ATsemQLZer5+rCO7fv993RF9eXvL2229z7969nit66aWXPpL9\n+UId/2DuiAMwHlhdjx82gUYbtuIOLkzIpQGJPOEMHbYggvMO45X1IKBdBxFWBEWg7ja1XjcytRam\nY2V5rgRRtmcDbC5czcFVhu3CcXHZclx7wixS3AHjoFBDPutGATd03zYldRdMJHRqH2e6gWCR7hrM\n9XlBiRcefwU2D5h9SzORbs7MmVIvFC+BVeaxmSFvDZFInXVzZiKeyir5QHC2I5rz+no4jnZBLqNT\nHxEVX0esGMrSdGQwgAa8dt/Moqabq2CaTu7qVNjPB+TRcelbLnRN6SwWYSBd1r0xGyRE/CLixpZ6\n0mCjwV3m5HnGWtY0XEM7Bm5LwQLPEroO3Ki462a0xUng7sDinbDxhqLJKGLGlQ24BeTZ9a2NhCqH\n/MoQXCdfrFqFrOtyNgbyxmCjcLnYoFYo7Q7kBWA5P3UcbAVyr+zpi+3guri46B3ufD7vB4rt7e3x\nt3/7t7zzzjs9XPCFL3yBg4MDYow8evSonxX/rJ4/EaQJOkhQR5JDJhnhK6+8wunpaY+txxjZ29vj\nlVde6VU7SWmTYBSgV8ak86TsNDn25MiB5/TuadBcgmJijNy+fbuHVpKDzvO81+2n18YYeyI5jadI\nc22stT1HkPiFFKDS9wc8O8USugBwdnbGe++9h2r3RS8JukkdwAcHB8/BJbu7u/0Qtu985zv84i/+\nIgcHB/19pu9OuHv37nMk7cnJCScnJxwfH/dD3R48eMD777/PvXv3epVOuq6yLLm8vOxHN6QAnuCw\n1MlbFAWf/OQneeutt/oq4Hvf+x5f/vKXWS6XXF5efiT788Vm/NuO3Jjum53UUG88dr/hKq8ZLzz2\nIiASuJAVx24JomSbbrRApg5sg0Sg6cYrG42MzwzVFvisw4v1uuyfayTUAe+VQZOR2ZYyOiQot4ZC\ntVHOH3ukMJAL+d2ITJRm1UFH2ghODXnbKYLy1uC84EWxRq+Hlmk3GTRGGqfUJhLqiHkUiENDbg3F\n3LAyEV8qYeDJ6Jzx8rzBzrsBcZVRMiMUE0umFo2wMBEXlaV4CuNwplO9tFXo5KDXQceYTmtvEXZi\niYk1F74FVUax6+4ai2UcHZWJXMQKb5TaK6UVUCFoRxLnYpnmjjpGCrHQWtZZixcowgCcJ7qWsbNk\nbUdQj60jqrIxHlFDa+GyqbmkRmcFC9+SNzkuc+yPFbIcHyJk0Lr/i7t3ibEsK+89f+u19z7PeOYz\nMsl6UAk2FDaguoVtuAbTbiaglmzpDjyx6bHn3T3sYbfkAfKopR64ZbdxI0v9GGBxaaErsBFlsF0l\nA8b1rsqsfEVExuO89mOt9fVgnbXrJL5ILbKklO5GpQwiI0+cs+PEt77v//0fUC0VSsdkAOTSLqf1\ngu2SgK3oFC5a1Ar0UK8P38CkLKhGmrlrEAf2g2G9/dJXZmC0bdt35Ht7e3ziE5/glVdeYTqdsr29\nzSc+8Qk+85nP9B2mc663SM5TQ156Hh4esrOz0xfA0WjUM1EyT//o6IjpdMrbb7/dK3lDCLzyyiv8\n+q//+iNWBrmDzUU/Y//ZgmDzgMmvKVsj5L+DdGhkTH9vb4/d3d1e2Zu72dyR5+Ke3Snzwvjg4KDH\n0nMBzAddplPmf/fw4UOstVy9erVfhOYp5datW2it+fCHP9zj4ptTUoyxt1fIh0Lm52fa59HREc8+\n+2zPJNJa94fa7u5uz7m/evVq/zh5n3J0dMSHPvSh3lk05wPUdd2L5oDegydPct77HibLPkuZHZTf\nKz9v3vc41xMt/I0KhPMOIxojBa1rcQ0MxVH5gqiX1KFlZs5Re5GVBJDkJbNoPbERTADfAUFYRpCL\nGhmD6Agd6BoqcSybFTsKWtsyj5qlBHAtw9JgoqYqNNu7Gr8d6UykG4NeaXRj1pGGqRMOXcBJslcu\ntU248xoCCpK8ZqIBv86F9Ual3YQP2GVkhUZVilhFsELwGtEgk6RPQAnj0qKswqki8eNJHvQaoSN5\n/wctdDriQ8QazQqodYrgUjpgFFgPbWRtsZBongNnsMGyRHFGgzeCxqB0OiwCyRLBRo1G2Gkdp66j\nc5HdaJkUllmMLFTNiJIqDKhiS4snmkCFoUUYKgtW8E5wW4rjCBeLgkI5JBompgTRLOmIEtcK4Ujt\nOmKhUG2i2woaZyMhgLERrzXD4NjanlBFhSVZY9sOtseRYyNUM00TnqxJWy6OmaOdvWdOT085Ojri\nox/9KJPJhE9+8pN9fOBiscBa2xeMzN7Jj5cjFrMfTi7KJycnXL9+nYsXL3J8fMxoNOoZRZAK87PP\nPtvbMOcONfsIAX332XVdv+jcFE5lS4E8ZeSDIquEu65jOp32GD7QF7nMW88BKFl1nHHvXJA3hVT5\n4MhwT36OP+9SmYtmnjjatuWZZ55he3v7kYklH0DZ4vrBgwfEGNnb2+P09LQvwDdv3uT8/JzvfOc7\nXLx4ka2trZ5qmxfLkNxGB4MBzzzzDLdv3+4ZQXfu3OHatWscHBz01NAMs+W9Cryv5s332FrL2dkZ\nd+/e7SG3DGtlg7iTk5P+/fC41xMt/HK/JUTwaGTVYXbBeJOojRJpzIJQe85sg20sk8qig0GJQpUB\nWytooRKFsUKsQHeaTgKK5I2vRGjNihJFu1LYKjCTlpmA2/W0AmYlLGOgHragBVVBe6ZwtUY5hTUa\nFYUuesRGFg04BzrIWmWsiFESAK0EbcEXqYCiEvZvW4UYjTdpOjACEjVWWxZd1/Pzm6BpQmIpiUS0\nS49foYkOIKIlhaSouN4daDCyDqMRIQZJal4HXRsJCS0Bp2iUAq1pfcvKdGi7PniiQvl0gOk1pVJH\nkod/Z/AS8CpSKselMrFrViLU0nBUdvgFDLxJVFwLnU5sp6BgPK0Yd0O6aNlyiodt4DIli9gQak+0\nQiCwkIjSKaBGTQW/EqyBuIIg6VDCwaDWbJkS5dIi3aBREYIPDEQxCCottZ/glbtkpRSXL1/uzbwy\ns+XDH/4wMUauXr3K0dERTdP0rpjb29t9ccyFcNNTJ2PaAFeuXOGVV14BEsUwh5bcuHGDu3fv9t3s\npUuX+qXqZiBJ7obH43HPaslsok1mTRaMZeplFoVtvt4MbW0ug7OzJ9BHLG76+2eqaPbsz/h4nnTy\npPDz1M/NTjs/Tl5o7+3tPTIhZO1ELrb5vp6envYL6GyVnKetp556qv+5HR8f94llm+leebmboxcB\n7ty50y9vM18/Ty+btg2bB0D+u8Viwb179/rDKr9fslo7w2IfyPvzA3mUX/IanJGsGcYQrUadGSpf\nMGpGPBzV+GFLGHUECVirscuU0iUO8IJpNawD06NWEBQmrh2Yo4IYsFoxH3coV8JSI/tCPInUi8j5\nmaYdCNEG7A2PsxDQxJokFFKeVSeoCIOpwVag5uCqJB4yQRFUWqQanYq+oOi6pJZF3rc3oBG8Cyin\nUYWgomAKA2hkFVBe0Xap8LrC4LROVg4C0iUYqUNQqDxgEEPi/BudlraE9Fwi6f/HNdd+rR1M9tWi\nUkwkyQ5ZTMrVVWuFss4isHVjYYARjkalpS8oRBSVGK5QYrRl1nS8PjinMwbLGBNAxFPrmlIppqFA\nvGYVayQKd+fnVDsB2wX0frLr6DownUa80M0Uek9oWpKaOyhERUxMtFrlFVEZnF6/f4xFR82g07RO\n0zpJP8AneOUOMBfCbGf88ssv8yu/8itsb28znU7Z39/vlbnZNydz6zeXflmxmal/uSBfvHiRs7Mz\nZrNZ75eTGTZXr17lueeeY29vr3cKzcU8Y825+OfO3xjT49MZasppVxmmyZh+7khzIcwFL3fHm3bC\nuZDlQr4pHsuvua7rR1wsc7HPHf2m70+2cshwlVKqN77LdMjc6Z+envZ4edYTZMfSBw8esL+/3+Pw\n8/mc27dvc+/ePe7cucPnP/959vf3+fa3v00Igaqq+PCHP8xgMODu3bvcv3+/L+bj8ZidnZ3+nuQ9\nx6Yfz2Aw6At9DnTJr3G5XPYxj865fuGdmVebi/HHvZ4snXNuEKVoh4KOmlIMo1WFUppaFohKHPGh\nshRdyq9dDgPBRmJMhmRWCUo0RMGQRsYoye6gdIamibSdsOOEpVFMEGZtYO9DilZ3iBNiIbilplsp\nRtYSrNA6wRjwPjLrWqgDW7ZAosEXIF3KvbVrPQBGCCIpD0Czji0E5Um7gCCkxEiPVSZNA1aIvmMw\nhvoopiAYZ1BOUERKUjceNIQ2IHrdjWtQOiIhuXlqUYQQk2WC1giCSFr4GknagEIly4tK6bR3KBQa\nTdCpK7c+2SDEtTgqIDg01qfX4VCclB1GBSbaYmrHNXUBq+FYzrjVRZZ2yb02MYIQ0GFIGQbUCDa0\n1C0UA0tlJyg9ZzW0WBUJXdpNNCogQTMwCjkL1E3ETxO+X+vARNICuiD5nSjRtJ3HFgVLGgoNIzSn\nRZsowk/wyvm6ly5d6pOfckh5Ht2zmvbdd99FKcWFCxd6GGUzki8vQ7NqNnu35+43h5iICDs7O73N\ncraC6Lqud6fMXav3nsFg0DNRsiI0F3BrLavVqreDKMuyL9DAIwdGxqtz17vpxZMxbnj/0MqHYS5i\neV+QD47N5Wu2rc7Q02aHn59DPoxmsxkHBwf9wbOpDs7fM09KWRMwm8146qmneuz8/Pycb3/72xwd\nHXHz5k3+/b//91y9epXf/d3f5fbt29y9e5f33nuPt99+m/Pz8562WVVVb8iXi30WaeUpY1MRnVlC\n2ePfe89rr70G0AvxsiVEzu89ODj4L6PjPy8D0RuKVpIik1TEVnoBIRB9YqwMR45hSNhxoSJdTNQ/\nZB3qESFoRWOT8Zc/johLeGAgUFaabr/FrEZUbkRVntG2ETdWDIsSCdCGlipYJk1JaBSrImD3ArUK\ndJUgg5BsgEcpVeqsCtROKDrNsBPKqFOTKYqgIqySMEmHRL80w2R1EAVCK3QWirNAIx5lFRQqWQvb\nZD9hNVgTCTUYnyCXBA8BRpLQK5Imm0TjwZj1D1TS14sFFxMbSCJgFVYZgvXENibfIauINkFFbi1w\nM2t/M6VT0plHKLqkVZgYwyAYLjLEhMC97px7MqNziWdfao+ONZ1StLoh6ojTFe+GO+zUl3FiUF2k\n8hUqtsRO4eOCkU9GbZSgvNCg0SYwEEMQMGvlrtGagbOEuOSMNJ10raHTS0TBUkVWGiqebMe/s7PT\nQzdZqNN1HR/72Md6PjgkG97MW88dbIZIskzfOfdI/m0ujBmO+cxnPsPLL78M0E8QGTPObKL5fM7r\nr79O0zTcuHGDCxcu9Hh3FlVlJlAOL5nP55yfn/e7ggybZMO53LFm6Afe79KzdfNiseiNyfKUkgv1\nJj014/H5teWldKaI5qKfqaP5a4D+EJhOp/0kkA+YzJfPsNGm9iAfCMvlslfGvvXWW5yennLz5k1e\nfPHF/nuOx+M+hlEpxcHBAT/4wQ/46le/yte+9rV+qXzr1i3u3r2LiPD888/3e5sM/XRd1y97c+HP\nh/P5+Tmf+tSn+inrjTfe6D2PNgPnP4jrsQq/Uupt4IyELnQi8u+UUjvA/wHcAN4G/oOI/Gc5SMvo\nGU4N2hW0y0TrPFNLOvHEDtomotrUDc5jhzGaLgS8JIxZ+UhjIl5HVCnJisAmTx20EMeestX4KCyd\nwiwsDEp04YjLBmXXVLUoBB+wDjqdovycEuaryHIhjK46TGsJIaYCPFREH2htpPWRmSisVxQhFU+J\noLVCgl4vTANqHe5io0Zb0E6zqiN2kNK91AA6I8RWCDESvBCUoVAGh0aFtYdNUnAl6mhI3P+oFBaD\nVkkHEU2Eddj50gcoVOqqvRBNotFFkpVzjIJqSWHocR09iaRJI6z9fzSECCihMgbTalrpeKBmHMqC\nzkdikTpzr8AZRQE0OrIoZmi1wKkhnhqjLed1g1pIsriuOsrSMg+RgGfPO5A0qXQ6sFgkeMlohbMK\n2xgcDomBepAC7BufzOiWJlKHiIqPj/E/7ns7uytmZehiseDmzZvs7+/3RSxbD+/v7/dQxqZ3y87O\nTl+UgUccK7PYKS8Ms0Nnpj1mumT2hc/TR4ZW8qIyq4rzhJGfR04Ky9j3pkVyZvDkcJD8cYZwcuHN\ny+JMK93EvpfLZR8+n9ktmfWSoazNx8ifywdk7qSz9w/wCBSSbRwy1TNDZbng5+e4mYmQsfpnnnmG\nF154gclkwmg06uMd83NwzvH0009z/fp13n33XZ566qm+8J+ennLv3j2effbZXqCVnUR/3vMoH9zZ\n/B3ylVEAACAASURBVC4rfm/cuNHDa8PhsM9AyJDXB3E9bscfgc+LyMnG5/574P8Vkf9ZKfXfAf/D\n+nP/5vKVQu8buhpUF6ACHTVeBWyrsSXMlcc5zdIIdRQUGrc0hFJopx6swgwiKiisMXTzQDE0aeEZ\ngZUCDcOjMWp/hD0NbNuCznjiPBDKQFARX0Q6D2HQwrqInh81KdP3nsGNDW5giI3GqJQ1K4XQemiX\nQiMRv8VaWZqCTYSAD8liU3UKAxiVcnbDAAZRiK1Lyt7CYzrFqg7YCK40lMbggkkpVJIgrDZIgmRC\nxKJQShNMspOOcW1l7IVWB5Z1Mp6bakfrBV2tpxEgNIkNQ4QoQtN5Uuuv0D6mFYlSdFqYKA0EAmnf\n0KwiM1sztzUBkueOB5xGrc3rKjEoHVA+sDLgcChKVr7j8mRI7TzL6phTHygXMC4VY1MgbZo+lFHY\nVrMwwpbWEMAGRakqoipROjLyipVpeMfdYxQ7Gh0IkjKPG/vYHf9jvbfz8jNbEuTl7sWLF5nP531B\nmM1mXLp0qcfQ33nnHQ4ODrh27Vq/dN1M8cqFMUM3Wmu+/vWvPyIwygvLTPnMRfL69eu9ICubuuXA\nk9zBA73/DaQOfjQa9RYCmf6ZD45Nx8icO7BZSPMSdjabMRwO+/1BdvjMVtPZ2yY/7/zxJsyTYZ9N\nqCQ/h8yvz6ylzADKmHo+eDL1Nb+OfD/zYbC7u8tnP/vZnlmVfXdy0X3w4EHffWcHzTfeeKN//OPj\nY5555hkuXLjQd/t5X5Nfe36NGf7x3nPr1i3u379PCIHj42OuXLnCV7/6VS5fvtzTdzfhtMe9HvdR\n1prTR67/Bvjt9cf/G/Cf+AW/HHao0WhiKzixVHUBrbBSDRNFWjxOFMqk3FxlEtsFEToTUJVKlgVi\nQUfMmjnD2kjNeUeQSHtuCLpkb0/jjxrwAd0KxmmiBHwZ0DommmhQxOBpV546dmirqL3QdYqqUmgb\nGUQFIVkoCHB+mAJRpmWCJJxbJ0l1qRNVQuJUxiQ067ZS7m0sFaqNBFE0bdoHBA3BRgbWocWgROMl\nec5rMRgTWUkkrFWzRq9/AGb9PdA4NE0X8TZSFopYJ7hJjCRkqEtePi2SoJJGGK2pRk4pojYYBZ1W\nVMnzgbZLh4EIVGispJAXRJCgGWlLiMKwMRQmmbcZr5BCU1UDqkXFYgXDwuKqAq8WiLRMplDNSs6a\njjYIw0FAVHropfIMvaEqCkIXICgIgfv6ECuWMg5YmhUrWVBYTW0iYS1gs8Vje5o81ns7i6Egiblu\n377dM3Zy15d9Zeq6ZjAY9Nz5bHSWFaJ5MZiXsXlhORqNeOWVV/rirJTqdwRKpSCR7DefIaTt7e0+\nQGQzVzcvYjOTJBfJu3fvsrW11UNNecLI7Bag9/fP0Y15B5G747wHyAvXLFbKhTwfPJkBk/H5TNXM\ny9O8IM5d+qavTe7G834kL3DzBLXpp5+L+aaQCujTvjJ91HvP8fExFy5c4OjoqFck51zg4+PjHtrJ\n3+/atWvcuHGD8XjMgwcPeijswoUL/aGURWwPHz7sDwCtNb//+7/P0dERr776Ks8++yyf/vSne6uL\nzd3KB3E9buEX4NtKqQD8LyLyvwKXROQ+gIjcU0pd/EX/eFxplI9keHcyr1i0S6aVRSrwpcIqzSJE\nhtZSrykr4mLyni9y7mtg2BhUl6qgtBCiogoKpx0hKKo9i/IdftVS+46WwLiyyeHRdYRhoKgNlXfM\nQ2C+8lgFZqywVoCAtoZooY5gSAR5EUVZKWKAdg5OKeyOoLRCx2Q2EE2iIRq/dtusIoImriMGgwe9\nVMl3ptRYcYyCgajQa2ZQlLS0VTodViKCVwkPV1bhQoJZTIhEA61EtIXCG+o6YMYaMYpWPEMKlAi+\nCWkXUsLAGYKOtBIggNfCue4ovMYsFavCc82UxACLQWTblqxiQ9VovIo40XR4BtYml00FwWlG1RZD\nP2Y5Kzk8n/HRqzt0tmY49JRVxUlYMRpougKWQdE1JWpcI86jakWJomo1c92hO8M0WiSsmLvAQp+g\nlKGoFZ1e38eQGE3BPXbH/1jv7dxx5i79n//5nzk4OODo6KiHJHKBy5CNUoqdnZ1H7A+ycdcmnp7D\n0heLBfP5nMlk0ito9/b2+kKYQ0OyajQfEJkvnycCeNQvPv/darXq6aM5pSoHlOSg82z7kMPHs61D\nLuCbRfz8/JzZbNYLlPLhAjxS4KuqYrlc9vdok0mUQ04ybJKhpVxAc7ZwPlhnsxmTyaTPRMhdvUhK\n4Nrf3+9FU/v7+7z77ruUZcnZ2VkfiXn58uUe7sqHy7/8y7/w0ksv8bOf/Qygh2M+9rGP8fDhQy5d\nutRPM0opbt++zbPPPvuIC+pqtWJvb4+2bXvh16c//Wm+8pWv9NTWrAPIcFeG/R73etzC/1siclcp\ndQH4j0qpf4V/s1X7hb+Br/+neXLljIqDC0PUzgTnYKY6dGNoy4i1ikGZ8O1CDK0TghW6EJMlcVBo\no1JalBFCF5GQOPi1RMotRaM62uMlu0FzeNpSjSPVxTTanuMxg4CqFY2L6KqluZ+4kMYpqlJhtqAQ\naFcBN7b4mIpuangio6cV6tSiQkQsRAetrD3wLSitsIAqkimbbtcilJBW2kYnfmbVaCbKYn1i2yzX\nzp9GaQqSiZknMXNahIaYxFadplUppERQhC751uv1nbej94PMUetfFJ1sJ4KOFCisSd47aq06PguJ\nReTbSCPCyDlcp7g7atFOQzFj6B3SapZtwAu0REIFVldEbSmcxbeRha+5e9dz7eIuxjke+vcogmKf\nbVrpkr+P0WjjiSjmtUVFoarS3qdeepRXWIGxaHRdsGo7bhcrKus5n0bUSjM/7Ji/FxCVdAxP8r39\np3/6p33ROjg4QKmUbHXx4sW+qGVOf+ayZ2VmXpTmwrnpd7NcLvtDoCxLrl69+khwyWg06iMP9/b2\nelgjWyfD+8KqjLlXVdV34EDfIU+n015JvOnnk//L7CCgtx/OE8rmY+X4w0xPzMVLKdVPCzl6MD/2\nZDLh5OTkEXgjQ1n5UNrE/XO6VmbI7Ozs/BumUE7iyiyZra0tRqMRb775JtevX6csSz73uc9xfn7O\nO++80yuQ897k9u3bPRyzWq24ePEi3/zmN4HEEvrSl77E008/zfe//30ODg76+5N3ONm6I09lm0Z8\ndV3z05/+lPPzc1588UWm0ylbW1ssl0v+4R/+ge9973sfmGoXHrPwi8jd9Z+HSqn/C/h3wH2l1CUR\nua+Uugw8+EX//ubnxiifkqJEFLdnD9FNig2MxLSs1Yb5KjAdWVx0xM4na4IqwR8C0KWQDteBCxrv\noZ121ATalcW/V1FimfsaqVqaScA4wbuIK5KPv5kK2qViaafCYAiyEqJJS8tyF6wxNEvBt0LpoJPU\nXc7PheHEUwzANEl1GiXFPIYGCq0IOmIGgl0HwAQRVKXROomTsJEYNZkn79OsgCYJuIxWKFE4FbFY\n5gJ0qTOPpAnIx5QIlp0sC3Siuoqg0WhJE4TT79PchXT/adNBJWtWj1+mwl+7wFZhKVvNw8ozdRYX\nDKtlZGVrBtpjVcLkr5R7TCQt6Go66Bqctzy8a5lORlzZGnFYH1MXNdvlFkaVaKVpfWSlOrSNFA6q\nLuKXBSEIeuKpG88ganSwHLJiVXacx4AnsBiBdGkhXl1eT3aSVMjv/fiXN2p73Pf2H//xH1PXdV+U\nMjsmwxTD4fARyt/p6Wm/nM1L3qxs3aQvKqXY39+nKAoODw/50Y9+xL179/jMZz7D008/3fvMbAqN\ncjefIZz88SZLaJO5kyeNbBmc9wGZJpmnmMy8GQwGvSlZ7ojzkjV39jmEPePw+Xnkwyz/mZk2OcA9\nP7/Mgc+mdVnVnDvn/Lyy7UXG1fNrgPd3F9lPaLFYcHh42E8At2/fZjAY9DnHR0dHDAYDXn75ZV56\n6aV+2Xr58mUWiwXf+MY3esrslStX+NznPsft27c5OTnpxXBZzZwPvDt37lAUBZcvX+6tsGezGU8/\n/TS7u7t9FkF+rsYYvvjFL/KFL3yhv+df+9rXfun3db5+6cKvlBoCWkTmSqkR8F8D/yPw/wB/BPxP\nwB8C//cvfIxaCG1AF5p236M6QxBhMW0ZLi2NTRhyWTq8BxU9NGk3YMUSVn7t5LumIEZBBw1VoDMB\nYuT8gRDamhuXR5jVDrY85qhbEIaRtgXlAsYoYg2xFuJS6FaRdg52lHjzbS34mWLiDWUQOisEJxiE\nulYwB7ObtoHBKnQHhWhUmwq91cmiQYe1a2OAtobKR6iSQZsUaTLwKnXeHUJnIkZrbEhYfDSCmJgC\nSbwwag1tYmTSuSTyCmpNqzQpc6DAI2JxSmEUiEuHpXSABq0UhVLQKYxJX1P7SFMGJs6yFS1V51iU\ngYlz7IYBM2lZuoCvBY1ioEr2qiEiiiasCFqI3jCIE5plyYOHc178yASPwtmAtQFXFtTSEYxQKE1Q\nipXodZ5w5Gy3QXeWcFwyLDTBrogRTm1DIx3Bwrg16KWmdh11FQkaZLR2a4y/PI//g3hvZ6ZL27Z9\n3GBW8Z6dnfVLyrOzsx6ayFj7YrHobZQ3H6uu6z6UXWvNq6++ysc//nHu3bvH9773Pa5du9bTNzPM\nlFWymZUC7xf3vNTMOoPcFefnuunZnw+gHKSel53Zg2bT3C2zcTa77XyY5A4+H4h50V2WZQ8ddV3H\nm2++yWg06oNessAqs4Cy0jhPSvn15klo87lmmCTGyIULF8g5wA8fPuz/7Y9//GOUUjz33HP9fub+\n/fu8+eabhJCC4zPD5+/+7u947733+MlPftI/7nQ65cqVK7z55pt9V59FeUVRcH5+jjGG5557jvPz\nc9566y2apundNm/evNnDdNmaend3998olD+o63E6/kvA/6mUkvXj/O8i8h+VUj8CvqGU+m+Bd4D/\n8IseIJmBGXRjcA80ozPDvGpxGIIRBqcKquROudIdOjqMUui5pttWmE5DrVBEBp0jRggjz2rQ0S4j\n49MBD+55dp7teKBPCErRxkB7KpS1ZrnyFHuKckuggeZMECu0DcSgUIWiWyW17OzYU5OmgvHUoYPB\ndhFfRYaXk+2xBLAhMX4KSZvBlY7UnRBUYAjJdM2BK6D2gupSetVikaCbAWsnaoFSLPg1L9EEZr4l\nrhXLNoJTNmHaQRh2ClqFtoq2DBwTCaUnakPRkVK+fCR4KBsh1opFAbWJXNCac+0ZdoZCNMFHtsaW\n4XnBKkTCIFKZgq3OELRnRUDVMHEOVygGeshSPMvQoJ1iVG+xFcacLDXv3qu5ef1KsgEwmmNZMZCC\nkZ9wZN+jFsE5zxYl6Ia56jAG1E7ARCGqSFxdYqALolsyXGqqUDJrOlwwKb/AK5y26GGgi+ulffNY\nvySP/d7OxSUnZr3zzjs8++yzvThnPp/3AqjpdMrDhw8RSeHr2bIhF/zsAHnlyhW2t7cB+PGPf9xj\nytnZczwe91DHz4efbypf4X0r41xQNy0UsvI0HzCbfPvc0Q+Hw77AbS6Fy7LsTdUy4ydj3XlPUNd1\nX8SUUly8eJHLly9zenraF/I7d+70VguLxYK6rplOp3zyk59kZ2en1yb8/IQxm836qQro70kWqIUQ\neO+991gul70fUBbQ5UzePJmsViuGwyFPPfUUzjleeuklXnrpJR48eMArr7zSw18iwqVLl7h79y4v\nv/wyv/Ebv4ExhgsXLnD37l1GoxGXL1/uf9aDwYDRaMRf/MVf8M477/D888/TNA1vvfVWn6+QabjZ\nUjoTAZ64gEtE3gJ+/T/z+YfAf/X/5zGa6Clc8m1XAZw3mKgwQYFNVgJiDEEJDsWyaxjHksYGqIXC\nG0QUqkzGbUF5VsbT3IeT+4pZ26CnQnMekaJFVZFwLiyXkdgpohNkCa1AfZ5ybrUBYxXVHkSJhJCs\nDtQYWucZDVI2rgqgO0WlBF8lgzZ8CnexImAhFJqiXVMlgfmZMIjCsEywiwNaKyyiR7XJD6jWnhKN\n0sl+IbN6Zsozsw3GW4ZWQUiOmEPRScmrhEanaaQiBZ4761BeEZTgfcR3QhMjRkNVKRbag47McCgH\ntRLa6PFWuFAPaEQoXKR0jsmqSHGGVtChRStF61KiV6FblBha5RkvxkjruP2w43QRubY75eJ2QeFg\n3i5pi3OM0izUjEoqBmbErfJ2mhRsgt0aHbFOExHUhY7V6h7xcETZVpzrcwYoBiHte3Y6y1J7GgKq\nA9cqtKR/+yTf23kJmhWjGd/OnfFmhqyIsL+/3+PGTdP0hly5wO7u7jIejzk5OemZHteuXQOSaCsX\niU1x16ZgadMGIWPmGerJhTIvTDMjJ3eaQG+3kCeK7CGUdwiZgbMJSQ2Hw346yJTNTdGVc46dnR2u\nXbvWp2y1bcvdu3dZrVYcHh72tgcZJ88pYIeHh/0Ek5fZOzs7LJdLdnZ2mEwmLJdL6rru2TRlWXLr\n1i1OTk56dtVPfvKT3mwuh7M45/pifXp6yoULF3jttdd4++23efvttzk8PHzE9qJpGn7rt36rPyTm\n8zl/9Vd/xR/90R/x0Y9+tIfcMqZfFAW7u7t89atf5e///u/5x3/8Rz73uc/hnOuV0kdHR/2OIe8A\nNiMaH/f6YB7ll7yUFsRG6skKG4TGeUxIHPqugUUJjQ5EH9MC1Ch0VPiyo1gaolb4SURcpLWepXT4\ns8Dd+4HBQaC6EhhVgu40hYbZcaSJQjVRxK3EZhEnLE8iQafUKu9BvFAfpv+8B1dpyolCqiQ6Mk4o\nJxY7dcSQLJqNTwHs2qzVrkYIOx4/FKodx2DPYgcaX0ZmMVKrCFqwDkqXDoDSGqxSeNKCUukkpMIL\ndecZRMuOL1Jkodd0JuJt+proFKtdjww9KxtobMStNNtLy7QxSAdOwMUEBXXaUCmDioodW3CtrbgQ\nC6ZimYhjodLIPpGCzgtlSDGHEhRKpwNaYjqcT5oFnTSUqwGxhtffrrl37nnm6g572xalatrG8057\nm6Wr6RRonSIyd9hhX/api2R1MSwVlVhGK5e+RwFqz+M/NOOMBWcrxV3d0YqiXB+KrY7JTlsEFCgC\nnifr0pZzX5966qlHPHUyHTB3dJuWx9m0LReWXND39/f7Quac4/r161y9erX3cc9deV4A58MiF4lN\nnD+zRH4eksmwTIZ4coHOorFc9DPOvbW19QinP/PjM0c9HxwZdprNZpRl2U8ReRLJ8M79+/d54403\nuHXrVr9Yztj4M888w/PPP8/Fixe5ePEiXddx7949Tk5OmM/n/eGa4ads5bxYLPjJT37Cu+++y3vv\nvdfTSLPx2uHhIWdnZ71OIge8QNI37O3t8ZGPfIRXX32V+/fv8/d///fcunULEWFvb68PXP/iF7/I\nb//2b6ffl/XP6fXXX+db3/pWz+Da1C5k6Glra4vPf/7zvPjiiyyXy34/kxfXeWGep5lsnveBvD8/\nkEf5Ja+BL6h3WmIAiUJX+sRVjxpLpBhawtzTNpEQhB0/pFYtutHoUrEaeZSKaaHbBppV4OQQdq8l\nDjlBgWiqqabxHjWJOFE0IS2TXZWon7pMOa+6U3QrCFHoFoIpFNPdhNk3s8QUMWODbg3N0rPY8YSd\nQGwC2im0Cn2qmIgmzCUZowWd2DteY6JlUXcEJ7QRRkuLDEBVnrl4Jt6iQxJ7qaggRjofKJ1OcYI2\n0TvFRpRPxdgPAhiorELNFefOE1TkXCJWKVzQDBaGkhRbWNaWroIaT+0UjY+UIcFLzhu8DaxGgcIn\n87PxKSxNR1VaSlHseMsDHcFZbF1A6CCWFOe7/MNP7jHc7vj4MyVR3adWhqH5EIfNGeeDE542Q7wo\nTvw5XetZypJKDxkMCjrbErQgHdSr9aFn16Z0IthphyhNc+54UHouK0NnA00Vk45jrWmo2+S/9CSv\nw8NDrly50hfNixcv9oVFa90XoFxMX3vtNa5cudIzaPb39/tuMi99V6tVr6bN3W9m12RcO08Q+drM\n4d1U1Oal8iYDp2maPog9O1zmAylDJxmmyXTVLAjLlhRbW1t9itdsNuPKlSv9QnS5XPaPkbHrnNWb\nIaeM0S8Wi96GejKZcHx8zHg87mGPzHg5OTlhNpv1Iex5WsnK2E3O/927d7l69SoPHjzg6OgI731f\nqLuu45133sFay9bWFu+++y7WWh4+fMif//mfc//+fQ4ODnjhhRf6Q++73/0uzjn+8A//kPv37/eW\n0Dn45o033uCnP/0pH/vYx3pYKC/G86Jda83BwQGLxaLPUFitVr2P0qbXUD7cP4jriRZ+XQnlrCAs\nFV2Z7IqdSQHbHqHsAq5IsIesNLVriFYRlbAok9OeKMVKeTodWC0U2kRMC2EolJKgiYbAvPNED00B\nVmlkLHRn68KsksVx14I/T3m2yimqiaI+AnTEaghLTeMDh6ohmIByKXUrasF5nXx1rEaqmNQ/AZTS\nqGgxDZgm0tpkGT0NFZ0EmhDxTURtR9pGs9QBFxVBCwMxeCIrF5kokxhHnWblQjrsJLIsAkOriXVi\n7jRqbcsg4EegF4qiNnRloPRpotAuqZnPKsF0MI2GuP5fR+RskCavYAPLEBnEZJO9UDWdd7QDoZwo\ntuyQRgLTbhc9H3I4g3JLGN1csCo1EiJXOGC2rDmLt3jWWmjAxEgtwoPunIVbcVEL57EhhA5i0gBQ\ngx6AmxnCOGJWyWzOTSKuMCxOLeciNIOAskAEjaLzkuyrn2zEEEVR8ODBgz70Y/MXPnu35O5ytVpx\n/fr1Hlq5fv16z06ZTqcYYzg5OWE4HPYq1aZp+uK8aYKWH3+TEbSpws1deqZQ5gV0Liq7u7v9xJCh\noLxYzjz+zKgJIWX25o9zXm8Wm2WFqzHmkfuQWUTT6fQRv5zMvV8ul1y/fr0PsclsoXww5IKebRKW\nyyWz2ayndGZG08OHD/spQynVc+vLsuTg4IDDw0OWy2XP0sl5vm+99RZKKV5++WV++MMf8vbbb/Oh\nD32IP/mTP+H111/n+PiYH/zgB5ydnfF7v/d7jzhrxhh5/vnnee655/j+97/P9evX+9eZ72c+xPNE\nA4mKG2PsRV9XrlzpJ7afP6g/iOuJ/nq4sxRU7jS0VWK20Ghm84T9r9qUCuWioRgpFtJhSXmuYhW6\n0ymndiU8uCWYpaKcQNtIkvsvhbbxmGnC3EeTBA2sDgUXQZm0xBUv+BSVi640ygq2VPiFwm4Lxiq6\nRbI/lkaoiw4FlDX4QlMGg0cx8BqFQVYRbQQTwa8iug50u5HuCviQvPm7hWd831FooQuak1lkJSkg\nPpDcNludoiV1qeAUVoAiEkykVoG2iNhgmdQpOYsuBcIrAasVopJ5XGckRVM6aGygLTom2rKvLPea\npBUovWKh1lYYa4O4M+UZnjlqKzidso0706FGBq0qmlpYLgLiWuiEeeN49iMD2nFHObOMwhTxFlEL\ndsqC4VxophE6i8QAWlj5jnM9wztPXCuBo0mwnizTJCir9DOyYrExidXcQDhtwKmCaAOhE5q1G7Mq\nBPdkzTm5d+9evyTM+PTPq0yzMCrHCWYcPdsn5K89OzvrsV/vfU8DzRg70BfuLA7KB8umlw3Qwzne\n+x5uyYfBYDDoWTi5o8/MmGw/kAtv1hJkvDrDSZcuXeK1117r82azNUWeUkIIfb7wYDDg8PCwf87Z\nyvjq1as0TcPt27ex1hJC6Pn0P28ZcenSJWazGfv7++zv7/eHRV5u52U30N+L69ev87Of/azXKWTh\n22Aw4Pj4uKfWDodDnn76aV599VVu3ryJiHD37l1+9KMf8d3vfrfXS7z33ntMp9PeQC3vZp5//nl2\nd3f7n9HmnmXToTQLtLL3fv4+OSkt/yw2mVmPez3Rwt+qiLKK1pBi9lqDdIpOIgNlGE80egFEYUaH\nGaYR9uQssFNYRAVMC/fveQZ7AV0aZKWJS82CSL1MEJEJMNxWzA+FrkkUyeGWZtkEmjb5/EinUCZF\n/QnJe0YGAkZQncY6KFrD6rRDjUANIHZpEa2K9KcoRRmFiCaYQLAJe9ADYewtsygMF4I7EezKEnXA\nFQaNYViWGBPwZ+l5hEFK2IqNUJ4nllOSLScouzMRFzXlOihe1o4GzisKZVhUnnEwFN6grQER6mFk\nbAoWvsH5AqM7JgZMY1h5YYhmIMIoWLwRagLjVYqcFCPUZcQGhetKdrp9zvUZwXgqU3Lv2LK9rWAw\nR9cFpS7pdESrDt05lC/wpibMFQ9WK/RA4ZzBBsNZbPASkiAv58kEQENDpGp0H7hivUoKXRSTrUDT\naQbLMc1oRRh0MM8q1CeL8eeFYqYZzufzvpjn7jnj4lmtm/HxbEuQO71nnnmmx6Nz4c2c9c2inllC\nmR6ZLR6yngDe5/LnAp+njhyDuAktbPLl8/fJ3fymhcB8Pqeqql5hnF9/7uSB3n64LMve4TKzfzYZ\nKzldLNsq5AMOkvXF1tYWkKC0xWLBnTt3GAwGDAYDYkzRi1kvcXp62pujiQgnJycURcFkMulzicuy\n5Pr163RdR9d1fOMb3+DGjRt8/OMfZ7lc8q1vfYuu6/jSl77E6ekpt2/fZrlccvPmTd555x3eeust\nfvVXf7WntWY7hsxC2traeoROu9n153ubPXvyz2Jvb4/FYsHLL7/MzZs3exsMeD957HGvJ1r442Dt\nAOnXNsudpiMyGGisU5ha0XqhEY9pIxIsUoIzQqs8xgjzeaQ+VkQC3WkgnCpGuykucTDW+AjFELqV\nJHvkEoZDxaoR6jri63USVhTEKJRJtsksSdGBjcEMU+DHygeM1VRTRWsj3TkUA7CFQaKgB2t76bXd\ncVcKzkPXBKYrx/BcM+taXGupQ6BwiqXtiAOQGHEoTAWLpVBEyyq2CApvIlKpdQhJ4utrDbbViXnk\nEzQWjTA0lplr0IWinGm6KJQlzEygsmkqUEHTtYFWAmNnGStFTRJ3xS7ZPw86jROhKQMrl8RyGjXu\nWQAAIABJREFUjYbCDeiCYcUZD80ZWMX8QQV4zO6KSo8psGyrCXMDTg+wdkQIhyl/IEaG25bTZU1p\nNYvYEiYBrQUVkm21oJJVdQQVhE7S623EUyqHMYpGAqbTjAZCS0dcFeihQY3adJ/UE+Ut9JzzbMyV\ni0zm1WdnzLzAy9TEDIfkTvfhw4e9CnQ6nfbQQC4Am5NBPmTyx5tGZLn4ZMw/TxX5cxnC+Xk//Mwk\n2VTuZmZPXdcMh0Nu3brFcDjEOcfR0REXLlwghNAndmU7hczRPzo6YjKZAElUNZ1Oe6FVPkCy4Knr\nOobDIUB/DxaLBU3T9FDSxYsXOTw87A+NzFA6OjrqC2q+HzmbYHd3t9+XDAYDXnvtNbqu48qVK3zh\nC19gd3eXb37zmxwdHfEHf/AHnJ+f86//+q+8+eab3Llzh+3tbW7fvs0LL7zQ71jatu3x//39fabT\n6SP3cpOKmX9GIinHOE8L2bMpUz7v37/ParXiwoUL/f37IK4ni/GHtEg0VvDzjmBausIwHhcUS7P2\nlG/AR0zUmCEgwmiooVLUTYe3yTohNOCiYutA4WtBWU2QiPMOGyLtwhOdoBpFN4LmYaST5P9vtiNq\nrtGFEFegJ0IrGhDsIKKGhmIIqlYUjabtItqAKqEaKsZO420Ke5cuWSKjwaxMytWNwtIEiloYdBZP\npLCJcll3KT/XDWDVCNM2xTEOhgOO66Tw1V5QElmVPkUx+kQ7bcctw5Vlpj1BCzYhWnSlcOmsRGJk\nXnYcTVdcYYRpNJ2PqE6zDAGNMGwVK52CZ1wgHcIeOhFWOqTJRWnMsOACl9C+5b4/w9tkBR3OJrxx\nuOLDTzcUTrBhiIsThF2IM1BgjCC2Ay0UQeNKC3FCp+Yspi2qSFRYHZMYT2tJQTstKKuINuJJr9ta\n0NEmj6Sgkr+/93QEzMJilaZxDb57sh3/fD7vPemttRwcHPQUzmzHnPnouXPPU4DWmul02tMjM7d8\nNBr1QeP5cS5fvtxDGBniybAB0Pvn57/LME+me+Yrf37zkMiQymbHnzv1bJ0wHo/Z2trqn0+mVGYq\nZ6Zpxhj78PkMgWWriPF43LuQOuf6rIB8QGQjt9ypZ9fPF198sffQL8uS4+PjHm7KEYgZLskWyTm+\n8uDgoGfb/PVf/zUPHz7khRde4LOf/Szn5+f88Ic/5Pvf/z5f+cpX+M3f/E1eeeUVbt++zd/+7d+y\ns7PD5cuXsdZy+fJltre3e8julVdeYTqdsru7208yGarZvNd5usn3em9vj5OTk55VVdc1W1tbjMdj\nDg8Pmc1m3Lhx47+M5a7SYEqNuIDRScE6MBqCwmshjCLiDM39gIqRGCKzU8FMI+OlxawM/kRjyo7h\nnsZONZ1EJiONtIqGiChPoRJ1MZhINEJzGunqpFrFpQZddKJPdoCar83RgkYNFHaQpoHoIrWRtLhV\nimGpKdBQJ4y8KdPzjk5QpUbXJKqMgvPzDqMNQ5XiBZ2DJgixMUgTEYSyFE69x3WGMG8ZlQ6UsLId\nYWFxrSFUHTIKREk8/1YHOpXUYjGC7yJjHE0EReLaX/AVw9Zy0rUMgyOI4GTdgbmUCWxahdM6TWE6\n0krEl5FWaypVsRP3EYGzcE4XG1YO9NEeq4eaD3+oQ8Yr2tawigu29JBtq6GZI4yoaVm4FhMDRaHw\nUVMoxXlI8I736Z6m7GCSgi2A1mtFtlZMlKUrI90KtPUMW0tLRFrFynoGGFa2g85g2wpdNU/wnf1+\nIEnueDPskjvZTPPbpGHmQpmVm3fu3OHq1avA+xYMeQk4mUzY3t5+BCLIS93NHFd4nwa4Kd7KkE0u\nPLmr3lwA5wKdn3OeLDZ3EdkTaD6f94fJcDjsGUL5NWWIJxfnhw8f9vbRd+/eZTwec/ny5X4iAbh6\n9Wo/2WQb5qOjI4wxbG9vs1qt+Kd/+qfeJO6tt97iIx/5CLdv32Y6nfYTQOb+Z2psNlS7ffs2P/zh\nD/nZz37Gl7/8ZZ5++mmuXLnC17/+df7yL/+S3/md3+HLX/5yvxc4Pj6mKAouXLjQ39erV6/2XPt7\n9+4B7+fobmL68L5uYlMUlw99ay27u7u9id9isWA0GlHXNVeuXOH09JQ33nijV/o+7vVEC3/nAnqk\nwVlk4VHaUUSDBGhil+wIjHDBFnRbHY0JaRlaCqERXLCczoTtfVgqofERp1NhbSPJ1ExgUCqmUrCq\nWmbziG4FZ1TqMgcRQkrHCq1CFZHQKAqVuPEuKoxPAq0QwHUQ9ToUpSQtOJsuxRMuNXqYDjBrBIwn\nrNIS2jaGoXIc+xqlI85rKq/RURM7UGeK6BILKbYKLwITy8q3NIVHa0Uxt0hX0NgWLUlIFsrksYNP\nwSuC4kw8fhBRRhiJRS0VZ9KmpbGGED3agC8jnRJc0JgCapMA9jZEZkWgK1L+waSYMGn2eSgPaNqO\nZgjm4TYPDz37lz1+VDOUMae+4ep4i0t2h8V8hm5WGFXRMiN4w6KsGTmL9YHaNsQaRN53OU2m0ik4\nvZTkziohYkOygR62lqUOxJi+XgdYiaezwjAqDAG2PNJp9PyDM7T6Za7sBJl/2bPvfXbIzLDMyclJ\nH4QO9IydnKObaYk5rCSzbXJxyT5ABwcHjywNNxW5m+rW3NFvcvmzlz28H2CyeSDlZXJe6ObHzdPI\n6ekpq9WKK1eu9M8tY/0Z7x4MBrRt20MaWXCVD6WTkxOqquotpDe1B/C+FuGZZ57prSjee++9fnn6\n4MEDbt68iVIpHasoit69dDAY9FPL1tZWP5WcnJzwZ3/2Z/zar/0au7u7XLhwgb/5m7/hO9/5Dl/5\nylf48pe/zL179/p83VdffZXBYMBHPvIR3njjDQ4ODvrDNDuKfupTn+rhptzZ5z+BfoLa5Pbn+5OZ\nX9mmIpvJOee4ceMGbdv2h8vjXk+W9FZGKucI3tBWOvnJYJG2o7QaZz1+qWgDtJUHJbioUYVCNwqr\nhNE+HD7U6AL0UKhPPJVYdBmJHQxUQTFVzJTHYLAuIlajvECXkrK0Skwg3yS2kEpnAUWVtABtENoT\noRiB2k5GbqqDpQRcqbEVNEeK8bZBlZLM0pbJbcGJolgZdGFYxg4lQt0IbRFpCqGSSGsEd5YCaaxW\nFFFjS4UsIzINlEFjtGOrqpIfTrQs6fBaUJWgrawVxmrtF6mQTigp0NEwCwETDaVYVrGjdhHtUvJW\nqCL1MLBQyTvIecPcQjuwbA+HxBDYrcesWLDglPpM8d4bhtGwZnJD6EYN23GLQbWNaxqMKjhdrGi7\nQyo9oVEjUCt2y2sswj3atqYLgVgFzEBwJk1p6OTEqXxyKo3rYHXWS90ooKLBlx3egyWwo0vqNjB2\nBjcVtNcsWyiA2n0wWOj/x92bxEh2nfeevzPcIeaca2BNHKqKlGVZLUq04IFPhASLkgEbMOQHw4Dg\nVkPe9EIbL9pv47fpRbc3XvRSMNrdcBtWCxIkQTbU3YYomaRFUyIoWjLFQSwWi5U1ZOUQmRFxxzO8\nxclzGcVnP8sS3QR8gUJVRkXGcOPGd77z//7DT3vked5RDOOgczmAvdfrdUVwNBp1hTUOGbMsY2tr\ni729vbsw5KIoOojk5s2bXRxgLBZxGBoL+LLHTqSDLrOGIvyx7NEDdItEHAYvP2/EpyMcE7n38b7R\nZyji6ru7uwBsb28zGAwoiqLzpVksFty8eZPr16+zu7vL6dOnGQ6Hd+ULR1gpFsyqqrr0rsgiiph4\nZPMopThx4gSnT5/uinws/q+++ipaa65cuUKWZXz0ox9lOp3yZ3/2Z5Rlyac//WkeffRR/uEf/oFn\nnnmmOy97e3t88pOf5Pr16/zwhz9kfX2dp556ip2dHT70oQ91NNOVlZXO0C4W+OUjLqwRMjs6OmIy\nmXSiv+3t7U7pHcPjI+V2Y2PjHbk+310B1zyEjvsxSJ+EYSWhwHuhqGcO5QTtwIIU2BpkAll9jJ3n\nnvHY0zrPztQzXvX4IbjKkY2D4Vgv95jUo4XDKUE6lcHGIA1hJpnQyJnEmxYxcrRtMGdLZLAqlqnA\nzj0JAd7xM2gbj+gJhl4hHFTC0RtLyBxIiTISexxfSCFRImGRGmzZkiTBr2duPI1wyFSRGgEDR6+V\nweFTOA5nBq88UgS3zbx1VLrFa4c2MLRhQOwKT51YZA8yL9GtxEqFGwqkCENuYSSJS6hkE1KqjEN5\ngR2BsoRu28FRahmIlInvIVtJNlVIUoqF5XoxZ3eqOFx49KmS/rmWJBP0+z2yWXa8a+gxsmNm7W1y\nsY5WQ6rGoaWGNmGSnOZA3Ma2C3ziWXhDjkInFtvGgJjjCGHtg3LXhpxgZwULWoQFJTylMBjv6eea\nctiSSBHOycKglGT87s52uwFlFDkVRdEV5tgNt23LeDy+iy8ffXK8993QMw5TYzJVpAfGnUIcEEcm\nTJqmKKWYzWY0TdPFNy6brS07ci7fvpxnG+GKCBtFnnyEY6KAbGVlpdt9RLO3fr/f/Tu+76g2jgNN\neCvh6/Lly91rms/n3VA3QjxN03B0dATQLaLGGLa3txmNRpw+ffqu3ULssKOrZ2TJeO87sdfVq1d5\n6KGHeOKJJ6iqil/91V/lk5/8ZLdQHhwcdJnBP/rRj3jve9/LlStXeOaZZ7qM3H/8x3/k1VdfxVrb\n7TiiL9FoNOoUxcsLV7S0iLm7y8V8NBp1zqExpnN/f5+qqrqh/DtxvKuF37YWV0j0JHju2FQgkPha\nYBvPwASf+cI50kpjW0+/n2ClDfCGAJd6BhvBOtnbgBevjiSTLMULRz0y1MJjK2gaQ5IGQnpjPL70\nzKchuaM3PvYHGntMJdBO4VtPbS2S4OeT2/B/XkqS2rOQhtZB1g8JV8Y5tJc4QCqB8gqVCNrUo5qQ\nLFVJxyqKAofJPKkRpC6B3KB74HOLaY8hnF7o4KUSuMaDN8csRUUaaC7Y2qFdRlVaWm3IhIYkbPWt\nkhgnGKSaggprow97YMyQBPbLwGp2q5qR12iTUAgDFewtMhb7NVcXR6ymMLkfVK/AbbakRULf9uj7\nIWW/4Z76AUpZowpIjEfoilT1KLzAGEfjSlKvaLVHekNlW2TisI3Epccmd6nEtyFjQGqJq4N2QmiC\nWlo5ek1CrQ1u5Gl7jrZpqXuGeQWz1lFKi0oFG7383buwoQvWjp13xL+jkCcKlpIkYTabAXSirbcP\nZ5ehglgIoro3dvCR8lhVVdclRqFW7ETjohML+LI5W3yO5UzYCBnFx4+0yJjDG3HzOMeIrJlIRY1e\nOzF6cnV1tZsNxF1DLJQROorQUNQ4AF0QSuyI4yIUh7zD4bBbjJaNzKKtcpIkXL9+ndFoRNu2XL9+\nnWeffZbZbMZkMuGXfumX+NjHPsbly5c7/cDTTz/NuXPneOGFF+j1euzv73P//fczmUzY2tri2rVr\nnaI5LkIx8Swuem/PIgb+q9dYFAWTyaSLrUzTtFPvjsfj7nf6/T5CCHZ2/lkn8H/d9fmOPMpPeSyw\n9JBk1zSkLWZV01QGBWQlOOtIlGfNpxSNYyw1idfYnsMZFyISHcx3JKskkFh6m4LBWGNki7VQWEsx\n94hKYBaewltcEcLP20bgjKOXS5oSjBYkRaivvg/OS5xxeB18eFwRRFAJYIygbR2+EqQqhJ4Lq3BC\ngIb2OAKwzTx+YVDGonNQUlAqC40lWygGViOVohUWl4YdTpk6ZBYgJQlIIdEq5B4G3ZMAG7x3lBA4\n5UhqQdVIyrzFEjyAvHFkVqOspyEEp3vCINUei7qc8BTWkmSaxA1442rL0ZFFS4UclmyuSU5tFpiJ\npc0EPg+hNVop1nvrHM0MSe5At/RcysLdwfY1mTuJJ0GqOU56cjSH7OJZMMsajHIhOMY4bHEcRmMd\nQgUuP8evU0qJ9B7lPYkJttXegUwEWqfUSUPbQms9ZdoiJ+Ec16vvLqtnNBohpeT69et3eeNDKM5R\njr+3t0e/32c6nXZ0xuWufTqddjTB2KnH4WLszuNiEvn90YlymSseO3h4KxYy7hzizmR5YVpeECLU\nExeSuAOIM4Blimd8bXt7e9y4cYOtra1uVxNtk6NWIbJ94txiOVpx+bmn0ynD4ZB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qAAAg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\nzmc+85nyha5PDZZLsFyH/Z0R0ewUMJvNii9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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f28b139fe10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Extract reference to SWIR1, NIR, and Red bands\n",
    "index = np.array([4, 3, 2])\n",
    "colors = image[:, :, index].astype(np.float64)\n",
    "\n",
    "max_val = 8000\n",
    "min_val = 0\n",
    "\n",
    "# Enforce maximum and minimum values\n",
    "colors[colors[:, :, :] > max_val] = max_val\n",
    "colors[colors[:, :, :] < min_val] = min_val\n",
    "\n",
    "for b in range(colors.shape[2]):\n",
    "    colors[:, :, b] = colors[:, :, b] * 1 / (max_val - min_val)\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.imshow(colors)\n",
    "\n",
    "# Show NDVI\n",
    "plt.subplot(122)\n",
    "plt.imshow(ndvi, cmap=plt.cm.Greys_r)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wrapup\n",
    "\n",
    "We seen how matplotlib can be combined with NumPy and GDAL to easily visualize and explore our remote sensing data. In the next chapter (link to [webpage](chapter_3_vector.html) or [Notebook](chapter_3_vector.ipynb)) we will cover how to use GDAL's companion library - OGR - to open and read vector data."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.4.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
